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对异质多代理系统的协作最佳形成控制
Yandong Li1, Meichen Liu1, Jiya Lian1
1College of Computer and Control Engineering, Qiqihar University, Qiqihar 161000, China.
Entropy (Basel, Switzerland)
|July 8, 2023
概括
本研究介绍了一种最佳的控制方法,用于无人驾驶飞行器 (UAV) 和无人地面车辆 (UGV) 的合作形成. 这种方法提高了空中-地面系统的形成速度和融合.
科学领域:
- 机器人和控制系统 机器人和控制系统
- 多代理系统 多代理系统
- 航空航天工程 航空航天工程
背景情况:
- 合作形成控制对于在复杂环境中运行的异质多代理系统至关重要.
- 现有的方法可能面临挑战,以实现高效和快速的空中地面团队的形成.
研究的目的:
- 开发和分析一个分布式的最佳控制策略,用于无人驾驶飞行器 (UAV) 和无人地面车辆 (UGV) 的合作形成.
- 增强空地合作系统中形成机动的速度和趋同.
主要方法:
- 分布的最佳控制适用于异质的空地系统 (无人机和UGV).
- 一个分布式的最佳形成控制协议的设计.
- 使用图形理论进行稳定性验证.
- 通过使用区块克罗内克的积分和矩阵转换理论,分析一个合作的最佳形成控制协议.
主要成果:
- 提出的分布式最佳控制方法有效地管理无人机和UGV的合作形成.
- 设计的协议的稳定性通过理论分析严格验证.
- 模拟结果显示,与基线方法相比,形成时间显著减少,并加快了融合速度.
结论:
- 将最佳控制理论集成到形成协议中,可以显著提高异质空地多剂系统的性能.
- 开发的分布式最佳控制策略为合作形成任务提供了强大而高效的解决方案.
- 这项研究有助于在复杂的操作场景中实现自主系统协调的进步.
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